Overview
Brought to you by YData
Dataset statistics
| Number of variables | 24 |
|---|---|
| Number of observations | 24000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 24 |
| Duplicate rows (%) | 0.1% |
| Total size in memory | 4.4 MiB |
| Average record size in memory | 192.0 B |
Variable types
| Numeric | 21 |
|---|---|
| Categorical | 3 |
| Dataset has 24 (0.1%) duplicate rows | Duplicates |
BILL_AMT1 is highly overall correlated with BILL_AMT2 and 9 other fields | High correlation |
BILL_AMT2 is highly overall correlated with BILL_AMT1 and 11 other fields | High correlation |
BILL_AMT3 is highly overall correlated with BILL_AMT1 and 11 other fields | High correlation |
BILL_AMT4 is highly overall correlated with BILL_AMT1 and 14 other fields | High correlation |
BILL_AMT5 is highly overall correlated with BILL_AMT1 and 13 other fields | High correlation |
BILL_AMT6 is highly overall correlated with BILL_AMT1 and 11 other fields | High correlation |
PAY_1 is highly overall correlated with PAY_2 and 2 other fields | High correlation |
PAY_2 is highly overall correlated with BILL_AMT1 and 8 other fields | High correlation |
PAY_3 is highly overall correlated with BILL_AMT1 and 9 other fields | High correlation |
PAY_4 is highly overall correlated with BILL_AMT1 and 10 other fields | High correlation |
PAY_5 is highly overall correlated with BILL_AMT1 and 9 other fields | High correlation |
PAY_6 is highly overall correlated with BILL_AMT2 and 8 other fields | High correlation |
PAY_AMT1 is highly overall correlated with BILL_AMT1 and 5 other fields | High correlation |
PAY_AMT2 is highly overall correlated with BILL_AMT2 and 7 other fields | High correlation |
PAY_AMT3 is highly overall correlated with BILL_AMT4 and 7 other fields | High correlation |
PAY_AMT4 is highly overall correlated with BILL_AMT4 and 6 other fields | High correlation |
PAY_AMT5 is highly overall correlated with BILL_AMT4 and 6 other fields | High correlation |
PAY_AMT6 is highly overall correlated with BILL_AMT5 and 4 other fields | High correlation |
PAY_AMT2 is highly skewed (γ1 = 31.76959305) | Skewed |
PAY_1 has 11765 (49.0%) zeros | Zeros |
PAY_2 has 12579 (52.4%) zeros | Zeros |
PAY_3 has 12567 (52.4%) zeros | Zeros |
PAY_4 has 13087 (54.5%) zeros | Zeros |
PAY_5 has 13495 (56.2%) zeros | Zeros |
PAY_6 has 13005 (54.2%) zeros | Zeros |
BILL_AMT1 has 1607 (6.7%) zeros | Zeros |
BILL_AMT2 has 2016 (8.4%) zeros | Zeros |
BILL_AMT3 has 2296 (9.6%) zeros | Zeros |
BILL_AMT4 has 2554 (10.6%) zeros | Zeros |
BILL_AMT5 has 2806 (11.7%) zeros | Zeros |
BILL_AMT6 has 3222 (13.4%) zeros | Zeros |
PAY_AMT1 has 4186 (17.4%) zeros | Zeros |
PAY_AMT2 has 4308 (17.9%) zeros | Zeros |
PAY_AMT3 has 4801 (20.0%) zeros | Zeros |
PAY_AMT4 has 5148 (21.4%) zeros | Zeros |
PAY_AMT5 has 5396 (22.5%) zeros | Zeros |
PAY_AMT6 has 5743 (23.9%) zeros | Zeros |
Reproduction
| Analysis started | 2025-09-28 17:11:08.268287 |
|---|---|
| Analysis finished | 2025-09-28 17:11:45.073588 |
| Duration | 36.81 seconds |
| Software version | ydata-profiling vv4.17.0 |
| Download configuration | config.json |
Variables
LIMIT_BAL
Real number (ℝ)
| Distinct | 80 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 167876.4 |
| Minimum | 10000 |
|---|---|
| Maximum | 1000000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 187.6 KiB |
Quantile statistics
| Minimum | 10000 |
|---|---|
| 5-th percentile | 20000 |
| Q1 | 50000 |
| median | 140000 |
| Q3 | 240000 |
| 95-th percentile | 430000 |
| Maximum | 1000000 |
| Range | 990000 |
| Interquartile range (IQR) | 190000 |
Descriptive statistics
| Standard deviation | 129907.45 |
|---|---|
| Coefficient of variation (CV) | 0.77382796 |
| Kurtosis | 0.55884867 |
| Mean | 167876.4 |
| Median Absolute Deviation (MAD) | 90000 |
| Skewness | 0.99395368 |
| Sum | 4.0290337 × 109 |
| Variance | 1.6875947 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 50000 | 2698 | 11.2% |
| 20000 | 1548 | 6.5% |
| 30000 | 1286 | 5.4% |
| 80000 | 1282 | 5.3% |
| 200000 | 1204 | 5.0% |
| 150000 | 889 | 3.7% |
| 100000 | 834 | 3.5% |
| 180000 | 791 | 3.3% |
| 360000 | 713 | 3.0% |
| 60000 | 649 | 2.7% |
| Other values (70) | 12106 |
| Value | Count | Frequency (%) |
| 10000 | 395 | 1.6% |
| 16000 | 1 | < 0.1% |
| 20000 | 1548 | |
| 30000 | 1286 | |
| 40000 | 187 | 0.8% |
| 50000 | 2698 | |
| 60000 | 649 | 2.7% |
| 70000 | 588 | 2.5% |
| 80000 | 1282 | |
| 90000 | 512 | 2.1% |
| Value | Count | Frequency (%) |
| 1000000 | 1 | < 0.1% |
| 800000 | 2 | < 0.1% |
| 780000 | 2 | < 0.1% |
| 760000 | 1 | < 0.1% |
| 750000 | 4 | |
| 740000 | 2 | < 0.1% |
| 730000 | 2 | < 0.1% |
| 720000 | 2 | < 0.1% |
| 710000 | 5 | |
| 700000 | 8 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 14422 | |
| 1 | 9578 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 14422 | |
| 1 | 9578 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 14422 | |
| 1 | 9578 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 24000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 14422 | |
| 1 | 9578 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 24000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 14422 | |
| 1 | 9578 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 24000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 14422 | |
| 1 | 9578 |
EDUCATION
Real number (ℝ)
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.8509583 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 11 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 187.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.78736104 |
|---|---|
| Coefficient of variation (CV) | 0.42538021 |
| Kurtosis | 2.0180807 |
| Mean | 1.8509583 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.95419246 |
| Sum | 44423 |
| Variance | 0.61993741 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 11213 | |
| 1 | 8486 | |
| 3 | 3944 | 16.4% |
| 5 | 217 | 0.9% |
| 4 | 90 | 0.4% |
| 6 | 39 | 0.2% |
| 0 | 11 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 11 | < 0.1% |
| 1 | 8486 | |
| 2 | 11213 | |
| 3 | 3944 | 16.4% |
| 4 | 90 | 0.4% |
| 5 | 217 | 0.9% |
| 6 | 39 | 0.2% |
| Value | Count | Frequency (%) |
| 6 | 39 | 0.2% |
| 5 | 217 | 0.9% |
| 4 | 90 | 0.4% |
| 3 | 3944 | 16.4% |
| 2 | 11213 | |
| 1 | 8486 | |
| 0 | 11 | < 0.1% |
MARRIAGE
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 187.6 KiB |
| 2 | |
|---|---|
| 1 | |
| 3 | 253 |
| 0 | 42 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 2 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 12808 | |
| 1 | 10897 | |
| 3 | 253 | 1.1% |
| 0 | 42 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 12808 | |
| 1 | 10897 | |
| 3 | 253 | 1.1% |
| 0 | 42 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 12808 | |
| 1 | 10897 | |
| 3 | 253 | 1.1% |
| 0 | 42 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 24000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 12808 | |
| 1 | 10897 | |
| 3 | 253 | 1.1% |
| 0 | 42 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 24000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 12808 | |
| 1 | 10897 | |
| 3 | 253 | 1.1% |
| 0 | 42 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 24000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 12808 | |
| 1 | 10897 | |
| 3 | 253 | 1.1% |
| 0 | 42 | 0.2% |
AGE
Real number (ℝ)
| Distinct | 56 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.446708 |
| Minimum | 21 |
|---|---|
| Maximum | 79 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 187.6 KiB |
Quantile statistics
| Minimum | 21 |
|---|---|
| 5-th percentile | 23 |
| Q1 | 28 |
| median | 34 |
| Q3 | 41 |
| 95-th percentile | 53 |
| Maximum | 79 |
| Range | 58 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 9.1808454 |
|---|---|
| Coefficient of variation (CV) | 0.25900417 |
| Kurtosis | 0.045823063 |
| Mean | 35.446708 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.73115373 |
| Sum | 850721 |
| Variance | 84.287922 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 29 | 1309 | 5.5% |
| 27 | 1182 | 4.9% |
| 28 | 1129 | 4.7% |
| 30 | 1126 | 4.7% |
| 26 | 975 | 4.1% |
| 31 | 975 | 4.1% |
| 25 | 953 | 4.0% |
| 34 | 941 | 3.9% |
| 33 | 933 | 3.9% |
| 32 | 923 | 3.8% |
| Other values (46) | 13554 |
| Value | Count | Frequency (%) |
| 21 | 52 | 0.2% |
| 22 | 431 | 1.8% |
| 23 | 770 | |
| 24 | 909 | |
| 25 | 953 | |
| 26 | 975 | |
| 27 | 1182 | |
| 28 | 1129 | |
| 29 | 1309 | |
| 30 | 1126 |
| Value | Count | Frequency (%) |
| 79 | 1 | < 0.1% |
| 75 | 1 | < 0.1% |
| 74 | 1 | < 0.1% |
| 73 | 4 | < 0.1% |
| 72 | 3 | < 0.1% |
| 71 | 3 | < 0.1% |
| 70 | 8 | |
| 69 | 12 | |
| 68 | 3 | < 0.1% |
| 67 | 11 |
PAY_1
Real number (ℝ)
High correlation Zeros
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.023875 |
| Minimum | -2 |
|---|---|
| Maximum | 8 |
| Zeros | 11765 |
| Zeros (%) | 49.0% |
| Negative | 6843 |
| Negative (%) | 28.5% |
| Memory size | 187.6 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1238065 |
|---|---|
| Coefficient of variation (CV) | -47.070427 |
| Kurtosis | 2.9182819 |
| Mean | -0.023875 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.76356482 |
| Sum | -573 |
| Variance | 1.2629409 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 11765 | |
| -1 | 4636 | 19.3% |
| 1 | 2907 | 12.1% |
| -2 | 2207 | 9.2% |
| 2 | 2127 | 8.9% |
| 3 | 247 | 1.0% |
| 4 | 55 | 0.2% |
| 5 | 22 | 0.1% |
| 8 | 17 | 0.1% |
| 6 | 10 | < 0.1% |
| Value | Count | Frequency (%) |
| -2 | 2207 | 9.2% |
| -1 | 4636 | 19.3% |
| 0 | 11765 | |
| 1 | 2907 | 12.1% |
| 2 | 2127 | 8.9% |
| 3 | 247 | 1.0% |
| 4 | 55 | 0.2% |
| 5 | 22 | 0.1% |
| 6 | 10 | < 0.1% |
| 7 | 7 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 17 | 0.1% |
| 7 | 7 | < 0.1% |
| 6 | 10 | < 0.1% |
| 5 | 22 | 0.1% |
| 4 | 55 | 0.2% |
| 3 | 247 | 1.0% |
| 2 | 2127 | 8.9% |
| 1 | 2907 | 12.1% |
| 0 | 11765 | |
| -1 | 4636 | 19.3% |
PAY_2
Real number (ℝ)
High correlation Zeros
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.1405 |
| Minimum | -2 |
|---|---|
| Maximum | 8 |
| Zeros | 12579 |
| Zeros (%) | 52.4% |
| Negative | 7924 |
| Negative (%) | 33.0% |
| Memory size | 187.6 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1942163 |
|---|---|
| Coefficient of variation (CV) | -8.4997599 |
| Kurtosis | 1.6870491 |
| Mean | -0.1405 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.81029667 |
| Sum | -3372 |
| Variance | 1.4261525 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 12579 | |
| -1 | 4901 | 20.4% |
| 2 | 3089 | 12.9% |
| -2 | 3023 | 12.6% |
| 3 | 257 | 1.1% |
| 4 | 80 | 0.3% |
| 1 | 24 | 0.1% |
| 5 | 20 | 0.1% |
| 7 | 18 | 0.1% |
| 6 | 8 | < 0.1% |
| Value | Count | Frequency (%) |
| -2 | 3023 | 12.6% |
| -1 | 4901 | 20.4% |
| 0 | 12579 | |
| 1 | 24 | 0.1% |
| 2 | 3089 | 12.9% |
| 3 | 257 | 1.1% |
| 4 | 80 | 0.3% |
| 5 | 20 | 0.1% |
| 6 | 8 | < 0.1% |
| 7 | 18 | 0.1% |
| Value | Count | Frequency (%) |
| 8 | 1 | < 0.1% |
| 7 | 18 | 0.1% |
| 6 | 8 | < 0.1% |
| 5 | 20 | 0.1% |
| 4 | 80 | 0.3% |
| 3 | 257 | 1.1% |
| 2 | 3089 | 12.9% |
| 1 | 24 | 0.1% |
| 0 | 12579 | |
| -1 | 4901 | 20.4% |
PAY_3
Real number (ℝ)
High correlation Zeros
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.17 |
| Minimum | -2 |
|---|---|
| Maximum | 8 |
| Zeros | 12567 |
| Zeros (%) | 52.4% |
| Negative | 8080 |
| Negative (%) | 33.7% |
| Memory size | 187.6 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1987118 |
|---|---|
| Coefficient of variation (CV) | -7.0512456 |
| Kurtosis | 2.2187202 |
| Mean | -0.17 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.86542473 |
| Sum | -4080 |
| Variance | 1.4369099 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 12567 | |
| -1 | 4805 | 20.0% |
| -2 | 3275 | 13.6% |
| 2 | 3036 | 12.7% |
| 3 | 190 | 0.8% |
| 4 | 61 | 0.3% |
| 7 | 23 | 0.1% |
| 6 | 20 | 0.1% |
| 5 | 16 | 0.1% |
| 1 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| -2 | 3275 | 13.6% |
| -1 | 4805 | 20.0% |
| 0 | 12567 | |
| 1 | 4 | < 0.1% |
| 2 | 3036 | 12.7% |
| 3 | 190 | 0.8% |
| 4 | 61 | 0.3% |
| 5 | 16 | 0.1% |
| 6 | 20 | 0.1% |
| 7 | 23 | 0.1% |
| Value | Count | Frequency (%) |
| 8 | 3 | < 0.1% |
| 7 | 23 | 0.1% |
| 6 | 20 | 0.1% |
| 5 | 16 | 0.1% |
| 4 | 61 | 0.3% |
| 3 | 190 | 0.8% |
| 2 | 3036 | 12.7% |
| 1 | 4 | < 0.1% |
| 0 | 12567 | |
| -1 | 4805 | 20.0% |
PAY_4
Real number (ℝ)
High correlation Zeros
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.2215 |
| Minimum | -2 |
|---|---|
| Maximum | 8 |
| Zeros | 13087 |
| Zeros (%) | 54.5% |
| Negative | 8086 |
| Negative (%) | 33.7% |
| Memory size | 187.6 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1717842 |
|---|---|
| Coefficient of variation (CV) | -5.2902223 |
| Kurtosis | 3.5057726 |
| Mean | -0.2215 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.0072972 |
| Sum | -5316 |
| Variance | 1.3730783 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 13087 | |
| -1 | 4608 | 19.2% |
| -2 | 3478 | 14.5% |
| 2 | 2553 | 10.6% |
| 3 | 134 | 0.6% |
| 4 | 54 | 0.2% |
| 7 | 46 | 0.2% |
| 5 | 32 | 0.1% |
| 6 | 4 | < 0.1% |
| 1 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| -2 | 3478 | 14.5% |
| -1 | 4608 | 19.2% |
| 0 | 13087 | |
| 1 | 2 | < 0.1% |
| 2 | 2553 | 10.6% |
| 3 | 134 | 0.6% |
| 4 | 54 | 0.2% |
| 5 | 32 | 0.1% |
| 6 | 4 | < 0.1% |
| 7 | 46 | 0.2% |
| Value | Count | Frequency (%) |
| 8 | 2 | < 0.1% |
| 7 | 46 | 0.2% |
| 6 | 4 | < 0.1% |
| 5 | 32 | 0.1% |
| 4 | 54 | 0.2% |
| 3 | 134 | 0.6% |
| 2 | 2553 | 10.6% |
| 1 | 2 | < 0.1% |
| 0 | 13087 | |
| -1 | 4608 | 19.2% |
PAY_5
Real number (ℝ)
High correlation Zeros
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.26683333 |
| Minimum | -2 |
|---|---|
| Maximum | 8 |
| Zeros | 13495 |
| Zeros (%) | 56.2% |
| Negative | 8116 |
| Negative (%) | 33.8% |
| Memory size | 187.6 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1332197 |
|---|---|
| Coefficient of variation (CV) | -4.2469194 |
| Kurtosis | 3.9822157 |
| Mean | -0.26683333 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.008783 |
| Sum | -6404 |
| Variance | 1.2841868 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 13495 | |
| -1 | 4493 | 18.7% |
| -2 | 3623 | 15.1% |
| 2 | 2122 | 8.8% |
| 3 | 139 | 0.6% |
| 4 | 65 | 0.3% |
| 7 | 47 | 0.2% |
| 5 | 13 | 0.1% |
| 6 | 2 | < 0.1% |
| 8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| -2 | 3623 | 15.1% |
| -1 | 4493 | 18.7% |
| 0 | 13495 | |
| 2 | 2122 | 8.8% |
| 3 | 139 | 0.6% |
| 4 | 65 | 0.3% |
| 5 | 13 | 0.1% |
| 6 | 2 | < 0.1% |
| 7 | 47 | 0.2% |
| 8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 1 | < 0.1% |
| 7 | 47 | 0.2% |
| 6 | 2 | < 0.1% |
| 5 | 13 | 0.1% |
| 4 | 65 | 0.3% |
| 3 | 139 | 0.6% |
| 2 | 2122 | 8.8% |
| 0 | 13495 | |
| -1 | 4493 | 18.7% |
| -2 | 3623 | 15.1% |
PAY_6
Real number (ℝ)
High correlation Zeros
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.29441667 |
| Minimum | -2 |
|---|---|
| Maximum | 8 |
| Zeros | 13005 |
| Zeros (%) | 54.2% |
| Negative | 8543 |
| Negative (%) | 35.6% |
| Memory size | 187.6 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1463159 |
|---|---|
| Coefficient of variation (CV) | -3.8935158 |
| Kurtosis | 3.3551147 |
| Mean | -0.29441667 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.93198696 |
| Sum | -7066 |
| Variance | 1.3140402 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 13005 | |
| -1 | 4625 | 19.3% |
| -2 | 3918 | 16.3% |
| 2 | 2207 | 9.2% |
| 3 | 149 | 0.6% |
| 4 | 37 | 0.2% |
| 7 | 35 | 0.1% |
| 6 | 15 | 0.1% |
| 5 | 7 | < 0.1% |
| 8 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| -2 | 3918 | 16.3% |
| -1 | 4625 | 19.3% |
| 0 | 13005 | |
| 2 | 2207 | 9.2% |
| 3 | 149 | 0.6% |
| 4 | 37 | 0.2% |
| 5 | 7 | < 0.1% |
| 6 | 15 | 0.1% |
| 7 | 35 | 0.1% |
| 8 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 2 | < 0.1% |
| 7 | 35 | 0.1% |
| 6 | 15 | 0.1% |
| 5 | 7 | < 0.1% |
| 4 | 37 | 0.2% |
| 3 | 149 | 0.6% |
| 2 | 2207 | 9.2% |
| 0 | 13005 | |
| -1 | 4625 | 19.3% |
| -2 | 3918 | 16.3% |
BILL_AMT1
Real number (ℝ)
High correlation Zeros
| Distinct | 18660 |
|---|---|
| Distinct (%) | 77.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51105.607 |
| Minimum | -165580 |
|---|---|
| Maximum | 964511 |
| Zeros | 1607 |
| Zeros (%) | 6.7% |
| Negative | 455 |
| Negative (%) | 1.9% |
| Memory size | 187.6 KiB |
Quantile statistics
| Minimum | -165580 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3479.75 |
| median | 22217 |
| Q3 | 66996.75 |
| 95-th percentile | 201013.1 |
| Maximum | 964511 |
| Range | 1130091 |
| Interquartile range (IQR) | 63517 |
Descriptive statistics
| Standard deviation | 73647.549 |
|---|---|
| Coefficient of variation (CV) | 1.4410855 |
| Kurtosis | 9.9041436 |
| Mean | 51105.607 |
| Median Absolute Deviation (MAD) | 21640.5 |
| Skewness | 2.6698418 |
| Sum | 1.2265346 × 109 |
| Variance | 5.4239615 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1607 | 6.7% |
| 390 | 199 | 0.8% |
| 780 | 59 | 0.2% |
| 326 | 56 | 0.2% |
| 316 | 55 | 0.2% |
| 2500 | 45 | 0.2% |
| 396 | 40 | 0.2% |
| 2400 | 30 | 0.1% |
| 416 | 24 | 0.1% |
| 1473 | 22 | 0.1% |
| Other values (18650) | 21863 |
| Value | Count | Frequency (%) |
| -165580 | 1 | |
| -154973 | 1 | |
| -15308 | 1 | |
| -14386 | 1 | |
| -11545 | 1 | |
| -10682 | 1 | |
| -9095 | 1 | |
| -8187 | 1 | |
| -7438 | 1 | |
| -6676 | 1 |
| Value | Count | Frequency (%) |
| 964511 | 1 | |
| 746814 | 1 | |
| 630458 | 1 | |
| 621749 | 1 | |
| 613860 | 1 | |
| 608594 | 1 | |
| 604019 | 1 | |
| 589654 | 1 | |
| 588000 | 1 | |
| 581775 | 1 |
BILL_AMT2
Real number (ℝ)
High correlation Zeros
| Distinct | 18363 |
|---|---|
| Distinct (%) | 76.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49112.466 |
| Minimum | -69777 |
|---|---|
| Maximum | 983931 |
| Zeros | 2016 |
| Zeros (%) | 8.4% |
| Negative | 532 |
| Negative (%) | 2.2% |
| Memory size | 187.6 KiB |
Quantile statistics
| Minimum | -69777 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2907.75 |
| median | 21107 |
| Q3 | 63997.25 |
| 95-th percentile | 194914.8 |
| Maximum | 983931 |
| Range | 1053708 |
| Interquartile range (IQR) | 61089.5 |
Descriptive statistics
| Standard deviation | 71186.769 |
|---|---|
| Coefficient of variation (CV) | 1.4494644 |
| Kurtosis | 10.407104 |
| Mean | 49112.466 |
| Median Absolute Deviation (MAD) | 20717 |
| Skewness | 2.7078559 |
| Sum | 1.1786992 × 109 |
| Variance | 5.067556 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2016 | 8.4% |
| 390 | 189 | 0.8% |
| 316 | 63 | 0.3% |
| 780 | 59 | 0.2% |
| 326 | 59 | 0.2% |
| 396 | 40 | 0.2% |
| 2500 | 38 | 0.2% |
| 2400 | 33 | 0.1% |
| -200 | 23 | 0.1% |
| 416 | 22 | 0.1% |
| Other values (18353) | 21458 |
| Value | Count | Frequency (%) |
| -69777 | 1 | |
| -33350 | 1 | |
| -30000 | 1 | |
| -26214 | 1 | |
| -24704 | 1 | |
| -24702 | 1 | |
| -22960 | 1 | |
| -18618 | 1 | |
| -18088 | 1 | |
| -17810 | 1 |
| Value | Count | Frequency (%) |
| 983931 | 1 | |
| 743970 | 1 | |
| 646770 | 1 | |
| 624475 | 1 | |
| 605943 | 1 | |
| 581775 | 1 | |
| 577681 | 1 | |
| 572834 | 1 | |
| 572677 | 1 | |
| 569577 | 1 |
BILL_AMT3
Real number (ℝ)
High correlation Zeros
| Distinct | 18134 |
|---|---|
| Distinct (%) | 75.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46878.503 |
| Minimum | -157264 |
|---|---|
| Maximum | 1664089 |
| Zeros | 2296 |
| Zeros (%) | 9.6% |
| Negative | 530 |
| Negative (%) | 2.2% |
| Memory size | 187.6 KiB |
Quantile statistics
| Minimum | -157264 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2594.25 |
| median | 20009.5 |
| Q3 | 60220.25 |
| 95-th percentile | 187527.35 |
| Maximum | 1664089 |
| Range | 1821353 |
| Interquartile range (IQR) | 57626 |
Descriptive statistics
| Standard deviation | 69315.274 |
|---|---|
| Coefficient of variation (CV) | 1.4786153 |
| Kurtosis | 21.915314 |
| Mean | 46878.503 |
| Median Absolute Deviation (MAD) | 19628.5 |
| Skewness | 3.1517279 |
| Sum | 1.1250841 × 109 |
| Variance | 4.8046072 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2296 | 9.6% |
| 390 | 230 | 1.0% |
| 780 | 59 | 0.2% |
| 316 | 55 | 0.2% |
| 326 | 49 | 0.2% |
| 396 | 36 | 0.1% |
| 2400 | 30 | 0.1% |
| 2500 | 29 | 0.1% |
| 416 | 22 | 0.1% |
| 1000 | 22 | 0.1% |
| Other values (18124) | 21172 |
| Value | Count | Frequency (%) |
| -157264 | 1 | |
| -61506 | 1 | |
| -46127 | 1 | |
| -34041 | 1 | |
| -24702 | 1 | |
| -20320 | 1 | |
| -17706 | 1 | |
| -15910 | 1 | |
| -15641 | 1 | |
| -15000 | 1 |
| Value | Count | Frequency (%) |
| 1664089 | 1 | |
| 855086 | 1 | |
| 693131 | 1 | |
| 632041 | 1 | |
| 578971 | 1 | |
| 577957 | 1 | |
| 577015 | 1 | |
| 572677 | 1 | |
| 559712 | 1 | |
| 548020 | 1 |
BILL_AMT4
Real number (ℝ)
High correlation Zeros
| Distinct | 17733 |
|---|---|
| Distinct (%) | 73.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43172.528 |
| Minimum | -170000 |
|---|---|
| Maximum | 891586 |
| Zeros | 2554 |
| Zeros (%) | 10.6% |
| Negative | 546 |
| Negative (%) | 2.3% |
| Memory size | 187.6 KiB |
Quantile statistics
| Minimum | -170000 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2294 |
| median | 19000 |
| Q3 | 54837.25 |
| 95-th percentile | 173806.2 |
| Maximum | 891586 |
| Range | 1061586 |
| Interquartile range (IQR) | 52543.25 |
Descriptive statistics
| Standard deviation | 64075.909 |
|---|---|
| Coefficient of variation (CV) | 1.4841825 |
| Kurtosis | 10.979536 |
| Mean | 43172.528 |
| Median Absolute Deviation (MAD) | 18604 |
| Skewness | 2.7832214 |
| Sum | 1.0361407 × 109 |
| Variance | 4.1057221 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2554 | 10.6% |
| 390 | 213 | 0.9% |
| 780 | 80 | 0.3% |
| 316 | 59 | 0.2% |
| 326 | 47 | 0.2% |
| 396 | 35 | 0.1% |
| 2400 | 31 | 0.1% |
| 150 | 29 | 0.1% |
| 1000 | 28 | 0.1% |
| 416 | 27 | 0.1% |
| Other values (17723) | 20897 |
| Value | Count | Frequency (%) |
| -170000 | 1 | |
| -81334 | 1 | |
| -50616 | 1 | |
| -34503 | 1 | |
| -24303 | 1 | |
| -22108 | 1 | |
| -20320 | 1 | |
| -17250 | 1 | |
| -15910 | 1 | |
| -15588 | 1 |
| Value | Count | Frequency (%) |
| 891586 | 1 | |
| 628699 | 1 | |
| 616836 | 1 | |
| 565669 | 1 | |
| 563543 | 1 | |
| 548020 | 1 | |
| 530672 | 1 | |
| 518741 | 1 | |
| 516575 | 1 | |
| 504929 | 1 |
BILL_AMT5
Real number (ℝ)
High correlation Zeros
| Distinct | 17312 |
|---|---|
| Distinct (%) | 72.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40190.249 |
| Minimum | -53007 |
|---|---|
| Maximum | 927171 |
| Zeros | 2806 |
| Zeros (%) | 11.7% |
| Negative | 537 |
| Negative (%) | 2.2% |
| Memory size | 187.6 KiB |
Quantile statistics
| Minimum | -53007 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1718.5 |
| median | 18059.5 |
| Q3 | 50320 |
| 95-th percentile | 164449.45 |
| Maximum | 927171 |
| Range | 980178 |
| Interquartile range (IQR) | 48601.5 |
Descriptive statistics
| Standard deviation | 60385.391 |
|---|---|
| Coefficient of variation (CV) | 1.5024886 |
| Kurtosis | 11.823931 |
| Mean | 40190.249 |
| Median Absolute Deviation (MAD) | 17663.5 |
| Skewness | 2.8327135 |
| Sum | 9.6456599 × 108 |
| Variance | 3.6463955 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2806 | 11.7% |
| 390 | 197 | 0.8% |
| 780 | 75 | 0.3% |
| 316 | 66 | 0.3% |
| 326 | 51 | 0.2% |
| 150 | 49 | 0.2% |
| 396 | 39 | 0.2% |
| 2400 | 32 | 0.1% |
| -18 | 27 | 0.1% |
| 416 | 27 | 0.1% |
| Other values (17302) | 20631 |
| Value | Count | Frequency (%) |
| -53007 | 1 | |
| -37594 | 1 | |
| -36156 | 1 | |
| -30481 | 1 | |
| -20753 | 1 | |
| -20320 | 1 | |
| -20254 | 1 | |
| -20006 | 1 | |
| -19205 | 1 | |
| -15306 | 1 |
| Value | Count | Frequency (%) |
| 927171 | 1 | |
| 587067 | 1 | |
| 547880 | 1 | |
| 530672 | 1 | |
| 524315 | 1 | |
| 516139 | 1 | |
| 514114 | 1 | |
| 508213 | 1 | |
| 505473 | 1 | |
| 501474 | 1 |
BILL_AMT6
Real number (ℝ)
High correlation Zeros
| Distinct | 16963 |
|---|---|
| Distinct (%) | 70.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38722.893 |
| Minimum | -339603 |
|---|---|
| Maximum | 961664 |
| Zeros | 3222 |
| Zeros (%) | 13.4% |
| Negative | 570 |
| Negative (%) | 2.4% |
| Memory size | 187.6 KiB |
Quantile statistics
| Minimum | -339603 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1238 |
| median | 16846 |
| Q3 | 49327.5 |
| 95-th percentile | 160083.05 |
| Maximum | 961664 |
| Range | 1301267 |
| Interquartile range (IQR) | 48089.5 |
Descriptive statistics
| Standard deviation | 59259.183 |
|---|---|
| Coefficient of variation (CV) | 1.5303398 |
| Kurtosis | 12.480919 |
| Mean | 38722.893 |
| Median Absolute Deviation (MAD) | 16546 |
| Skewness | 2.8316038 |
| Sum | 9.2934942 × 108 |
| Variance | 3.5116508 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3222 | 13.4% |
| 390 | 168 | 0.7% |
| 780 | 69 | 0.3% |
| 316 | 65 | 0.3% |
| 150 | 58 | 0.2% |
| 326 | 42 | 0.2% |
| 396 | 39 | 0.2% |
| -18 | 28 | 0.1% |
| 416 | 27 | 0.1% |
| 540 | 25 | 0.1% |
| Other values (16953) | 20257 |
| Value | Count | Frequency (%) |
| -339603 | 1 | |
| -209051 | 1 | |
| -150953 | 1 | |
| -94625 | 1 | |
| -73895 | 1 | |
| -57060 | 1 | |
| -51183 | 1 | |
| -45734 | 1 | |
| -39046 | 1 | |
| -36156 | 1 |
| Value | Count | Frequency (%) |
| 961664 | 1 | |
| 699944 | 1 | |
| 514975 | 1 | |
| 513798 | 1 | |
| 511905 | 1 | |
| 499100 | 1 | |
| 498316 | 1 | |
| 496915 | 1 | |
| 496801 | 1 | |
| 489200 | 1 |
PAY_AMT1
Real number (ℝ)
High correlation Zeros
| Distinct | 6938 |
|---|---|
| Distinct (%) | 28.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5687.4898 |
| Minimum | 0 |
|---|---|
| Maximum | 873552 |
| Zeros | 4186 |
| Zeros (%) | 17.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 187.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1000 |
| median | 2102.5 |
| Q3 | 5011 |
| 95-th percentile | 18361.35 |
| Maximum | 873552 |
| Range | 873552 |
| Interquartile range (IQR) | 4011 |
Descriptive statistics
| Standard deviation | 17011.022 |
|---|---|
| Coefficient of variation (CV) | 2.9909542 |
| Kurtosis | 450.30175 |
| Mean | 5687.4898 |
| Median Absolute Deviation (MAD) | 1937.5 |
| Skewness | 15.453319 |
| Sum | 1.3649976 × 108 |
| Variance | 2.8937487 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4186 | 17.4% |
| 2000 | 1083 | 4.5% |
| 3000 | 707 | 2.9% |
| 5000 | 552 | 2.3% |
| 1500 | 395 | 1.6% |
| 4000 | 339 | 1.4% |
| 10000 | 335 | 1.4% |
| 1000 | 291 | 1.2% |
| 2500 | 246 | 1.0% |
| 6000 | 236 | 1.0% |
| Other values (6928) | 15630 |
| Value | Count | Frequency (%) |
| 0 | 4186 | |
| 1 | 7 | < 0.1% |
| 2 | 11 | < 0.1% |
| 3 | 12 | 0.1% |
| 4 | 15 | 0.1% |
| 5 | 11 | < 0.1% |
| 6 | 13 | 0.1% |
| 7 | 9 | < 0.1% |
| 8 | 5 | < 0.1% |
| 9 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 873552 | 1 | |
| 505000 | 1 | |
| 493358 | 1 | |
| 423903 | 1 | |
| 405016 | 1 | |
| 368199 | 1 | |
| 323014 | 1 | |
| 304815 | 1 | |
| 302000 | 1 | |
| 300000 | 1 |
PAY_AMT2
Real number (ℝ)
High correlation Skewed Zeros
| Distinct | 6904 |
|---|---|
| Distinct (%) | 28.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5928.4353 |
| Minimum | 0 |
|---|---|
| Maximum | 1684259 |
| Zeros | 4308 |
| Zeros (%) | 17.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 187.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 820 |
| median | 2013 |
| Q3 | 5000 |
| 95-th percentile | 18862.95 |
| Maximum | 1684259 |
| Range | 1684259 |
| Interquartile range (IQR) | 4180 |
Descriptive statistics
| Standard deviation | 24232.317 |
|---|---|
| Coefficient of variation (CV) | 4.0874727 |
| Kurtosis | 1667.0386 |
| Mean | 5928.4353 |
| Median Absolute Deviation (MAD) | 1987 |
| Skewness | 31.769593 |
| Sum | 1.4228245 × 108 |
| Variance | 5.872052 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4308 | 17.9% |
| 2000 | 1009 | 4.2% |
| 3000 | 687 | 2.9% |
| 5000 | 584 | 2.4% |
| 1000 | 485 | 2.0% |
| 1500 | 415 | 1.7% |
| 4000 | 324 | 1.4% |
| 10000 | 247 | 1.0% |
| 6000 | 235 | 1.0% |
| 390 | 203 | 0.8% |
| Other values (6894) | 15503 |
| Value | Count | Frequency (%) |
| 0 | 4308 | |
| 1 | 13 | 0.1% |
| 2 | 15 | 0.1% |
| 3 | 15 | 0.1% |
| 4 | 10 | < 0.1% |
| 5 | 20 | 0.1% |
| 6 | 7 | < 0.1% |
| 7 | 9 | < 0.1% |
| 8 | 7 | < 0.1% |
| 9 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 1684259 | 1 | |
| 1227082 | 1 | |
| 1215471 | 1 | |
| 1024516 | 1 | |
| 580464 | 1 | |
| 401003 | 1 | |
| 388126 | 1 | |
| 385228 | 1 | |
| 368199 | 1 | |
| 361560 | 1 |
PAY_AMT3
Real number (ℝ)
High correlation Zeros
| Distinct | 6589 |
|---|---|
| Distinct (%) | 27.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5227.2455 |
| Minimum | 0 |
|---|---|
| Maximum | 896040 |
| Zeros | 4801 |
| Zeros (%) | 20.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 187.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 390 |
| median | 1800 |
| Q3 | 4512 |
| 95-th percentile | 17665 |
| Maximum | 896040 |
| Range | 896040 |
| Interquartile range (IQR) | 4122 |
Descriptive statistics
| Standard deviation | 17918.982 |
|---|---|
| Coefficient of variation (CV) | 3.4279971 |
| Kurtosis | 626.21117 |
| Mean | 5227.2455 |
| Median Absolute Deviation (MAD) | 1799 |
| Skewness | 18.30276 |
| Sum | 1.2545389 × 108 |
| Variance | 3.2108993 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4801 | 20.0% |
| 2000 | 992 | 4.1% |
| 1000 | 864 | 3.6% |
| 3000 | 699 | 2.9% |
| 5000 | 565 | 2.4% |
| 1500 | 403 | 1.7% |
| 4000 | 303 | 1.3% |
| 10000 | 246 | 1.0% |
| 6000 | 190 | 0.8% |
| 1200 | 184 | 0.8% |
| Other values (6579) | 14753 |
| Value | Count | Frequency (%) |
| 0 | 4801 | |
| 1 | 11 | < 0.1% |
| 2 | 17 | 0.1% |
| 3 | 10 | < 0.1% |
| 4 | 12 | 0.1% |
| 5 | 14 | 0.1% |
| 6 | 12 | 0.1% |
| 7 | 14 | 0.1% |
| 8 | 8 | < 0.1% |
| 9 | 8 | < 0.1% |
| Value | Count | Frequency (%) |
| 896040 | 1 | |
| 889043 | 1 | |
| 508229 | 1 | |
| 417588 | 1 | |
| 397092 | 1 | |
| 380478 | 1 | |
| 371718 | 1 | |
| 349395 | 1 | |
| 332809 | 1 | |
| 326974 | 1 |
PAY_AMT4
Real number (ℝ)
High correlation Zeros
| Distinct | 6036 |
|---|---|
| Distinct (%) | 25.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4766.8034 |
| Minimum | 0 |
|---|---|
| Maximum | 621000 |
| Zeros | 5148 |
| Zeros (%) | 21.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 187.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 285 |
| median | 1500 |
| Q3 | 4040.25 |
| 95-th percentile | 16000 |
| Maximum | 621000 |
| Range | 621000 |
| Interquartile range (IQR) | 3755.25 |
Descriptive statistics
| Standard deviation | 15421.988 |
|---|---|
| Coefficient of variation (CV) | 3.2352893 |
| Kurtosis | 312.61672 |
| Mean | 4766.8034 |
| Median Absolute Deviation (MAD) | 1500 |
| Skewness | 13.556888 |
| Sum | 1.1440328 × 108 |
| Variance | 2.3783772 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 5148 | 21.4% |
| 1000 | 1119 | 4.7% |
| 2000 | 938 | 3.9% |
| 3000 | 705 | 2.9% |
| 5000 | 640 | 2.7% |
| 1500 | 339 | 1.4% |
| 4000 | 313 | 1.3% |
| 10000 | 280 | 1.2% |
| 2500 | 206 | 0.9% |
| 500 | 203 | 0.8% |
| Other values (6026) | 14109 |
| Value | Count | Frequency (%) |
| 0 | 5148 | |
| 1 | 18 | 0.1% |
| 2 | 15 | 0.1% |
| 3 | 9 | < 0.1% |
| 4 | 19 | 0.1% |
| 5 | 9 | < 0.1% |
| 6 | 13 | 0.1% |
| 7 | 9 | < 0.1% |
| 8 | 6 | < 0.1% |
| 9 | 8 | < 0.1% |
| Value | Count | Frequency (%) |
| 621000 | 1 | |
| 528897 | 1 | |
| 497000 | 1 | |
| 400046 | 1 | |
| 331788 | 1 | |
| 320008 | 1 | |
| 313094 | 1 | |
| 292962 | 1 | |
| 292462 | 1 | |
| 291227 | 1 |
PAY_AMT5
Real number (ℝ)
High correlation Zeros
| Distinct | 5985 |
|---|---|
| Distinct (%) | 24.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4774.8618 |
| Minimum | 0 |
|---|---|
| Maximum | 426529 |
| Zeros | 5396 |
| Zeros (%) | 22.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 187.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 239.75 |
| median | 1500 |
| Q3 | 4024.25 |
| 95-th percentile | 15576.3 |
| Maximum | 426529 |
| Range | 426529 |
| Interquartile range (IQR) | 3784.5 |
Descriptive statistics
| Standard deviation | 15400.224 |
|---|---|
| Coefficient of variation (CV) | 3.2252712 |
| Kurtosis | 186.77055 |
| Mean | 4774.8618 |
| Median Absolute Deviation (MAD) | 1500 |
| Skewness | 11.379962 |
| Sum | 1.1459668 × 108 |
| Variance | 2.371669 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 5396 | 22.5% |
| 2000 | 1061 | 4.4% |
| 1000 | 1054 | 4.4% |
| 3000 | 762 | 3.2% |
| 5000 | 652 | 2.7% |
| 1500 | 329 | 1.4% |
| 4000 | 328 | 1.4% |
| 10000 | 269 | 1.1% |
| 6000 | 207 | 0.9% |
| 500 | 197 | 0.8% |
| Other values (5975) | 13745 |
| Value | Count | Frequency (%) |
| 0 | 5396 | |
| 1 | 16 | 0.1% |
| 2 | 9 | < 0.1% |
| 3 | 9 | < 0.1% |
| 4 | 9 | < 0.1% |
| 5 | 8 | < 0.1% |
| 6 | 7 | < 0.1% |
| 7 | 8 | < 0.1% |
| 8 | 5 | < 0.1% |
| 9 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 426529 | 1 | |
| 417990 | 1 | |
| 388071 | 1 | |
| 379267 | 1 | |
| 332000 | 1 | |
| 330982 | 1 | |
| 326889 | 1 | |
| 317077 | 1 | |
| 310135 | 1 | |
| 300000 | 1 |
PAY_AMT6
Real number (ℝ)
High correlation Zeros
| Distinct | 6047 |
|---|---|
| Distinct (%) | 25.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5280.9239 |
| Minimum | 0 |
|---|---|
| Maximum | 528666 |
| Zeros | 5743 |
| Zeros (%) | 23.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 187.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 111 |
| median | 1500 |
| Q3 | 4010.5 |
| 95-th percentile | 17387.5 |
| Maximum | 528666 |
| Range | 528666 |
| Interquartile range (IQR) | 3899.5 |
Descriptive statistics
| Standard deviation | 18214.205 |
|---|---|
| Coefficient of variation (CV) | 3.4490565 |
| Kurtosis | 174.85209 |
| Mean | 5280.9239 |
| Median Absolute Deviation (MAD) | 1500 |
| Skewness | 10.877723 |
| Sum | 1.2674217 × 108 |
| Variance | 3.3175727 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 5743 | |
| 1000 | 1043 | 4.3% |
| 2000 | 1012 | 4.2% |
| 3000 | 737 | 3.1% |
| 5000 | 657 | 2.7% |
| 1500 | 347 | 1.4% |
| 4000 | 335 | 1.4% |
| 10000 | 285 | 1.2% |
| 500 | 208 | 0.9% |
| 6000 | 180 | 0.8% |
| Other values (6037) | 13453 |
| Value | Count | Frequency (%) |
| 0 | 5743 | |
| 1 | 19 | 0.1% |
| 2 | 8 | < 0.1% |
| 3 | 10 | < 0.1% |
| 4 | 11 | < 0.1% |
| 5 | 5 | < 0.1% |
| 6 | 6 | < 0.1% |
| 7 | 5 | < 0.1% |
| 8 | 4 | < 0.1% |
| 9 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 528666 | 1 | |
| 527143 | 1 | |
| 443001 | 1 | |
| 422000 | 1 | |
| 403500 | 1 | |
| 377000 | 1 | |
| 372495 | 1 | |
| 351282 | 1 | |
| 345293 | 1 | |
| 308000 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 18694 | |
| 1 | 5306 | 22.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 18694 | |
| 1 | 5306 | 22.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 18694 | |
| 1 | 5306 | 22.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 24000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 18694 | |
| 1 | 5306 | 22.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 24000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 18694 | |
| 1 | 5306 | 22.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 24000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 18694 | |
| 1 | 5306 | 22.1% |
Interactions
Correlations
| AGE | BILL_AMT1 | BILL_AMT2 | BILL_AMT3 | BILL_AMT4 | BILL_AMT5 | BILL_AMT6 | EDUCATION | LIMIT_BAL | MARRIAGE | PAY_1 | PAY_2 | PAY_3 | PAY_4 | PAY_5 | PAY_6 | PAY_AMT1 | PAY_AMT2 | PAY_AMT3 | PAY_AMT4 | PAY_AMT5 | PAY_AMT6 | SEX | default | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AGE | 1.000 | 0.002 | 0.004 | 0.003 | -0.003 | -0.001 | -0.001 | 0.160 | 0.186 | 0.286 | -0.066 | -0.083 | -0.083 | -0.078 | -0.084 | -0.079 | 0.039 | 0.048 | 0.029 | 0.039 | 0.036 | 0.043 | 0.101 | 0.043 |
| BILL_AMT1 | 0.002 | 1.000 | 0.911 | 0.857 | 0.808 | 0.769 | 0.736 | 0.095 | 0.051 | 0.014 | 0.322 | 0.576 | 0.527 | 0.513 | 0.500 | 0.489 | 0.505 | 0.473 | 0.441 | 0.442 | 0.428 | 0.413 | 0.024 | 0.025 |
| BILL_AMT2 | 0.004 | 0.911 | 1.000 | 0.908 | 0.850 | 0.804 | 0.766 | 0.092 | 0.047 | 0.006 | 0.336 | 0.554 | 0.591 | 0.559 | 0.538 | 0.524 | 0.637 | 0.501 | 0.469 | 0.461 | 0.452 | 0.431 | 0.029 | 0.027 |
| BILL_AMT3 | 0.003 | 0.857 | 0.908 | 1.000 | 0.904 | 0.849 | 0.804 | 0.081 | 0.059 | 0.004 | 0.321 | 0.521 | 0.559 | 0.621 | 0.589 | 0.561 | 0.552 | 0.640 | 0.492 | 0.488 | 0.480 | 0.458 | 0.015 | 0.000 |
| BILL_AMT4 | -0.003 | 0.808 | 0.850 | 0.904 | 1.000 | 0.904 | 0.849 | 0.069 | 0.073 | 0.011 | 0.315 | 0.501 | 0.535 | 0.595 | 0.651 | 0.606 | 0.516 | 0.557 | 0.634 | 0.508 | 0.509 | 0.483 | 0.021 | 0.019 |
| BILL_AMT5 | -0.001 | 0.769 | 0.804 | 0.849 | 0.904 | 1.000 | 0.902 | 0.060 | 0.082 | 0.017 | 0.304 | 0.480 | 0.509 | 0.562 | 0.619 | 0.669 | 0.486 | 0.519 | 0.550 | 0.648 | 0.527 | 0.511 | 0.022 | 0.018 |
| BILL_AMT6 | -0.001 | 0.736 | 0.766 | 0.804 | 0.849 | 0.902 | 1.000 | 0.055 | 0.089 | 0.012 | 0.294 | 0.462 | 0.486 | 0.534 | 0.581 | 0.631 | 0.459 | 0.491 | 0.520 | 0.569 | 0.668 | 0.528 | 0.019 | 0.015 |
| EDUCATION | 0.160 | 0.095 | 0.092 | 0.081 | 0.069 | 0.060 | 0.055 | 1.000 | -0.260 | 0.114 | 0.132 | 0.168 | 0.159 | 0.150 | 0.135 | 0.122 | -0.041 | -0.046 | -0.043 | -0.044 | -0.053 | -0.052 | 0.027 | 0.072 |
| LIMIT_BAL | 0.186 | 0.051 | 0.047 | 0.059 | 0.073 | 0.082 | 0.089 | -0.260 | 1.000 | 0.059 | -0.294 | -0.339 | -0.328 | -0.305 | -0.281 | -0.260 | 0.274 | 0.280 | 0.284 | 0.284 | 0.296 | 0.320 | 0.072 | 0.153 |
| MARRIAGE | 0.286 | 0.014 | 0.006 | 0.004 | 0.011 | 0.017 | 0.012 | 0.114 | 0.059 | 1.000 | 0.032 | 0.032 | 0.030 | 0.033 | 0.031 | 0.029 | 0.034 | 0.022 | 0.022 | 0.033 | 0.011 | 0.000 | 0.025 | 0.035 |
| PAY_1 | -0.066 | 0.322 | 0.336 | 0.321 | 0.315 | 0.304 | 0.294 | 0.132 | -0.294 | 0.032 | 1.000 | 0.628 | 0.547 | 0.518 | 0.490 | 0.465 | -0.095 | -0.055 | -0.046 | -0.033 | -0.020 | -0.041 | 0.058 | 0.422 |
| PAY_2 | -0.083 | 0.576 | 0.554 | 0.521 | 0.501 | 0.480 | 0.462 | 0.168 | -0.339 | 0.032 | 0.628 | 1.000 | 0.799 | 0.712 | 0.673 | 0.636 | 0.024 | 0.088 | 0.092 | 0.097 | 0.103 | 0.086 | 0.069 | 0.334 |
| PAY_3 | -0.083 | 0.527 | 0.591 | 0.559 | 0.535 | 0.509 | 0.486 | 0.159 | -0.328 | 0.030 | 0.547 | 0.799 | 1.000 | 0.800 | 0.718 | 0.672 | 0.218 | 0.040 | 0.107 | 0.119 | 0.126 | 0.099 | 0.066 | 0.290 |
| PAY_4 | -0.078 | 0.513 | 0.559 | 0.621 | 0.595 | 0.562 | 0.534 | 0.150 | -0.305 | 0.033 | 0.518 | 0.712 | 0.800 | 1.000 | 0.822 | 0.732 | 0.188 | 0.248 | 0.070 | 0.143 | 0.164 | 0.142 | 0.064 | 0.278 |
| PAY_5 | -0.084 | 0.500 | 0.538 | 0.589 | 0.651 | 0.619 | 0.581 | 0.135 | -0.281 | 0.031 | 0.490 | 0.673 | 0.718 | 0.822 | 1.000 | 0.820 | 0.178 | 0.224 | 0.262 | 0.107 | 0.190 | 0.173 | 0.052 | 0.271 |
| PAY_6 | -0.079 | 0.489 | 0.524 | 0.561 | 0.606 | 0.669 | 0.631 | 0.122 | -0.260 | 0.029 | 0.465 | 0.636 | 0.672 | 0.732 | 0.820 | 1.000 | 0.178 | 0.204 | 0.237 | 0.287 | 0.145 | 0.200 | 0.049 | 0.251 |
| PAY_AMT1 | 0.039 | 0.505 | 0.637 | 0.552 | 0.516 | 0.486 | 0.459 | -0.041 | 0.274 | 0.034 | -0.095 | 0.024 | 0.218 | 0.188 | 0.178 | 0.178 | 1.000 | 0.518 | 0.519 | 0.491 | 0.472 | 0.456 | 0.000 | 0.027 |
| PAY_AMT2 | 0.048 | 0.473 | 0.501 | 0.640 | 0.557 | 0.519 | 0.491 | -0.046 | 0.280 | 0.022 | -0.055 | 0.088 | 0.040 | 0.248 | 0.224 | 0.204 | 0.518 | 1.000 | 0.516 | 0.525 | 0.502 | 0.491 | 0.000 | 0.008 |
| PAY_AMT3 | 0.029 | 0.441 | 0.469 | 0.492 | 0.634 | 0.550 | 0.520 | -0.043 | 0.284 | 0.022 | -0.046 | 0.092 | 0.107 | 0.070 | 0.262 | 0.237 | 0.519 | 0.516 | 1.000 | 0.514 | 0.538 | 0.502 | 0.016 | 0.023 |
| PAY_AMT4 | 0.039 | 0.442 | 0.461 | 0.488 | 0.508 | 0.648 | 0.569 | -0.044 | 0.284 | 0.033 | -0.033 | 0.097 | 0.119 | 0.143 | 0.107 | 0.287 | 0.491 | 0.525 | 0.514 | 1.000 | 0.534 | 0.547 | 0.000 | 0.021 |
| PAY_AMT5 | 0.036 | 0.428 | 0.452 | 0.480 | 0.509 | 0.527 | 0.668 | -0.053 | 0.296 | 0.011 | -0.020 | 0.103 | 0.126 | 0.164 | 0.190 | 0.145 | 0.472 | 0.502 | 0.538 | 0.534 | 1.000 | 0.546 | 0.013 | 0.036 |
| PAY_AMT6 | 0.043 | 0.413 | 0.431 | 0.458 | 0.483 | 0.511 | 0.528 | -0.052 | 0.320 | 0.000 | -0.041 | 0.086 | 0.099 | 0.142 | 0.173 | 0.200 | 0.456 | 0.491 | 0.502 | 0.547 | 0.546 | 1.000 | 0.017 | 0.028 |
| SEX | 0.101 | 0.024 | 0.029 | 0.015 | 0.021 | 0.022 | 0.019 | 0.027 | 0.072 | 0.025 | 0.058 | 0.069 | 0.066 | 0.064 | 0.052 | 0.049 | 0.000 | 0.000 | 0.016 | 0.000 | 0.013 | 0.017 | 1.000 | 0.042 |
| default | 0.043 | 0.025 | 0.027 | 0.000 | 0.019 | 0.018 | 0.015 | 0.072 | 0.153 | 0.035 | 0.422 | 0.334 | 0.290 | 0.278 | 0.271 | 0.251 | 0.027 | 0.008 | 0.023 | 0.021 | 0.036 | 0.028 | 0.042 | 1.000 |
Missing values
Sample
| LIMIT_BAL | SEX | EDUCATION | MARRIAGE | AGE | PAY_1 | PAY_2 | PAY_3 | PAY_4 | PAY_5 | PAY_6 | BILL_AMT1 | BILL_AMT2 | BILL_AMT3 | BILL_AMT4 | BILL_AMT5 | BILL_AMT6 | PAY_AMT1 | PAY_AMT2 | PAY_AMT3 | PAY_AMT4 | PAY_AMT5 | PAY_AMT6 | default | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 20000 | 2 | 2 | 1 | 24 | 2 | 2 | -1 | -1 | -2 | -2 | 3913.0 | 3102.0 | 689.0 | 0.0 | 0.0 | 0.0 | 0.0 | 689.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1 |
| 1 | 90000 | 2 | 2 | 2 | 34 | 0 | 0 | 0 | 0 | 0 | 0 | 29239.0 | 14027.0 | 13559.0 | 14331.0 | 14948.0 | 15549.0 | 1518.0 | 1500.0 | 1000.0 | 1000.0 | 1000.0 | 5000.0 | 0 |
| 2 | 50000 | 2 | 2 | 1 | 37 | 0 | 0 | 0 | 0 | 0 | 0 | 46990.0 | 48233.0 | 49291.0 | 28314.0 | 28959.0 | 29547.0 | 2000.0 | 2019.0 | 1200.0 | 1100.0 | 1069.0 | 1000.0 | 0 |
| 3 | 50000 | 1 | 2 | 1 | 57 | -1 | 0 | -1 | 0 | 0 | 0 | 8617.0 | 5670.0 | 35835.0 | 20940.0 | 19146.0 | 19131.0 | 2000.0 | 36681.0 | 10000.0 | 9000.0 | 689.0 | 679.0 | 0 |
| 4 | 50000 | 1 | 1 | 2 | 37 | 0 | 0 | 0 | 0 | 0 | 0 | 64400.0 | 57069.0 | 57608.0 | 19394.0 | 19619.0 | 20024.0 | 2500.0 | 1815.0 | 657.0 | 1000.0 | 1000.0 | 800.0 | 0 |
| 5 | 100000 | 2 | 2 | 2 | 23 | 0 | -1 | -1 | 0 | 0 | -1 | 11876.0 | 380.0 | 601.0 | 221.0 | -159.0 | 567.0 | 380.0 | 601.0 | 0.0 | 581.0 | 1687.0 | 1542.0 | 0 |
| 6 | 140000 | 2 | 3 | 1 | 28 | 0 | 0 | 2 | 0 | 0 | 0 | 11285.0 | 14096.0 | 12108.0 | 12211.0 | 11793.0 | 3719.0 | 3329.0 | 0.0 | 432.0 | 1000.0 | 1000.0 | 1000.0 | 0 |
| 7 | 20000 | 1 | 3 | 2 | 35 | -2 | -2 | -2 | -2 | -1 | -1 | 0.0 | 0.0 | 0.0 | 0.0 | 13007.0 | 13912.0 | 0.0 | 0.0 | 0.0 | 13007.0 | 1122.0 | 0.0 | 0 |
| 8 | 200000 | 2 | 3 | 2 | 34 | 0 | 0 | 2 | 0 | 0 | -1 | 11073.0 | 9787.0 | 5535.0 | 2513.0 | 1828.0 | 3731.0 | 2306.0 | 12.0 | 50.0 | 300.0 | 3738.0 | 66.0 | 0 |
| 9 | 260000 | 2 | 1 | 2 | 51 | -1 | -1 | -1 | -1 | -1 | 2 | 12261.0 | 21670.0 | 9966.0 | 8517.0 | 22287.0 | 13668.0 | 21818.0 | 9966.0 | 8583.0 | 22301.0 | 0.0 | 3640.0 | 0 |
| LIMIT_BAL | SEX | EDUCATION | MARRIAGE | AGE | PAY_1 | PAY_2 | PAY_3 | PAY_4 | PAY_5 | PAY_6 | BILL_AMT1 | BILL_AMT2 | BILL_AMT3 | BILL_AMT4 | BILL_AMT5 | BILL_AMT6 | PAY_AMT1 | PAY_AMT2 | PAY_AMT3 | PAY_AMT4 | PAY_AMT5 | PAY_AMT6 | default | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 23990 | 250000 | 1 | 1 | 1 | 34 | 0 | 0 | 0 | 0 | 0 | 0 | 279640.0 | 252913.0 | 243075.0 | 245750.0 | 175005.0 | 179687.0 | 65000.0 | 8800.0 | 9011.0 | 6000.0 | 7000.0 | 6009.0 | 0 |
| 23991 | 150000 | 1 | 1 | 2 | 35 | -1 | -1 | -1 | -1 | -1 | -2 | 3425.0 | 9009.0 | -3.0 | 780.0 | 0.0 | 0.0 | 9054.0 | 0.0 | 783.0 | 0.0 | 0.0 | 0.0 | 0 |
| 23992 | 140000 | 1 | 2 | 1 | 41 | 0 | 0 | 0 | 0 | 0 | 0 | 138325.0 | 137142.0 | 139110.0 | 138262.0 | 49675.0 | 46121.0 | 6000.0 | 7000.0 | 4228.0 | 1505.0 | 2000.0 | 2000.0 | 0 |
| 23993 | 10000 | 1 | 3 | 1 | 43 | 0 | 0 | 0 | -2 | -2 | -2 | 8802.0 | 10400.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2000.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0 |
| 23994 | 100000 | 1 | 1 | 2 | 38 | 0 | -1 | -1 | 0 | 0 | 0 | 3042.0 | 1427.0 | 102996.0 | 70626.0 | 69473.0 | 55004.0 | 2000.0 | 111784.0 | 4000.0 | 3000.0 | 2000.0 | 2000.0 | 0 |
| 23995 | 80000 | 1 | 2 | 2 | 34 | 2 | 2 | 2 | 2 | 2 | 2 | 72557.0 | 77708.0 | 79384.0 | 77519.0 | 82607.0 | 81158.0 | 7000.0 | 3500.0 | 0.0 | 7000.0 | 0.0 | 4000.0 | 1 |
| 23996 | 150000 | 1 | 3 | 2 | 43 | -1 | -1 | -1 | -1 | 0 | 0 | 1683.0 | 1828.0 | 3502.0 | 8979.0 | 5190.0 | 0.0 | 1837.0 | 3526.0 | 8998.0 | 129.0 | 0.0 | 0.0 | 0 |
| 23997 | 30000 | 1 | 2 | 2 | 37 | 4 | 3 | 2 | -1 | 0 | 0 | 3565.0 | 3356.0 | 2758.0 | 20878.0 | 20582.0 | 19357.0 | 0.0 | 0.0 | 22000.0 | 4200.0 | 2000.0 | 3100.0 | 1 |
| 23998 | 80000 | 1 | 3 | 1 | 41 | 1 | -1 | 0 | 0 | 0 | -1 | -1645.0 | 78379.0 | 76304.0 | 52774.0 | 11855.0 | 48944.0 | 85900.0 | 3409.0 | 1178.0 | 1926.0 | 52964.0 | 1804.0 | 1 |
| 23999 | 50000 | 1 | 2 | 1 | 46 | 0 | 0 | 0 | 0 | 0 | 0 | 47929.0 | 48905.0 | 49764.0 | 36535.0 | 32428.0 | 15313.0 | 2078.0 | 1800.0 | 1430.0 | 1000.0 | 1000.0 | 1000.0 | 1 |
Duplicate rows
Most frequently occurring
| LIMIT_BAL | SEX | EDUCATION | MARRIAGE | AGE | PAY_1 | PAY_2 | PAY_3 | PAY_4 | PAY_5 | PAY_6 | BILL_AMT1 | BILL_AMT2 | BILL_AMT3 | BILL_AMT4 | BILL_AMT5 | BILL_AMT6 | PAY_AMT1 | PAY_AMT2 | PAY_AMT3 | PAY_AMT4 | PAY_AMT5 | PAY_AMT6 | default | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 20000 | 1 | 2 | 2 | 24 | 2 | 2 | 4 | 4 | 4 | 4 | 1650.0 | 1650.0 | 1650.0 | 1650.0 | 1650.0 | 1650.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1 | 2 |
| 1 | 50000 | 1 | 2 | 2 | 26 | 1 | -2 | -2 | -2 | -2 | -2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0 | 2 |
| 2 | 50000 | 2 | 1 | 2 | 23 | 1 | -2 | -2 | -2 | -2 | -2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0 | 2 |
| 3 | 80000 | 2 | 2 | 1 | 31 | -2 | -2 | -2 | -2 | -2 | -2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0 | 2 |
| 4 | 80000 | 2 | 2 | 2 | 25 | -2 | -2 | -2 | -2 | -2 | -2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0 | 2 |
| 5 | 80000 | 2 | 3 | 1 | 42 | -2 | -2 | -2 | -2 | -2 | -2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0 | 2 |
| 6 | 90000 | 2 | 1 | 2 | 31 | 1 | -2 | -2 | -2 | -2 | -2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0 | 2 |
| 7 | 150000 | 2 | 1 | 1 | 31 | 1 | -2 | -2 | -2 | -2 | -2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0 | 2 |
| 8 | 150000 | 2 | 1 | 1 | 38 | 1 | -2 | -2 | -2 | -2 | -2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1 | 2 |
| 9 | 150000 | 2 | 1 | 2 | 28 | 1 | -2 | -2 | -2 | -2 | -2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0 | 2 |